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Manufacturing emails

About this network

This is the internal email communication network between employees of a mid-sized manufacturing company. The network is directed and nodes represent employees. The left node represents the sender and the right node represents the recipient. Edges between two nodes are individual emails.

Network info

CodeRA
Category Communication
Date of origin2010-01-01 – 2010-09-30
Data source http://www.ii.pwr.wroc.pl/~michalski/index.php?content=datasets#manufacturing
Vertex type Employee
Edge type Email
FormatDirected: Edges are directed Directed
Edge weightsMultiple unweighted: Multiple edges are possible Multiple unweighted
Metadata Loops:  An edge may connect a node with itself LoopTimestamps:  Edges are annotated with a timestamps Timestamps
Size167 vertices (employees)
Volume82,927 edges (emails)
Unique volume5,784 edges (emails)
Average degree (overall)993.14 edges / vertex
Fill0.20739 edges / vertex2
Maximum degree9,053 edges
Reciprocity87.6%
Size of LCC167 vertices (network is connected)
Size of LSCC126 vertices
Wedge count206,233
Claw count31,304,118
Triangle count37,209
Square count1,622,683
4-tour count13,812,896
Power law exponent (estimated) with dmin4.6110 (dmin = 53)
Gini coefficient61.9%
Relative edge distribution entropy92.6%
Assortativity–0.29518
Clustering coefficient54.1%
Diameter5 edges
90-percentile effective diameter2.25 edges
Mean shortest path length1.87 edges
Spectral norm3581.2
Algebraic connectivity0.90488
Preferential attachment exponent1.2284 (ε = 2.4955)
Temporal distribution of the Manufacturing emails network
Temporal distribution
Edge multiplicity distribution of the Manufacturing emails network
Edge multiplicity distribution
Cumulative edge multiplicity distribution of the Manufacturing emails network
Cumulative edge multiplicity distribution
Degree distribution of the Manufacturing emails network
Degree distribution
Outdegree distribution of the Manufacturing emails network
Outdegree distribution
Indegree distribution of the Manufacturing emails network
Indegree distribution
Degree distribution of the Manufacturing emails network
Degree distribution
Outdegree distribution of the Manufacturing emails network
Outdegree distribution
Indegree distribution of the Manufacturing emails network
Indegree distribution

Out/indegree comparison

Out/indegree comparison of the Manufacturing emails network
Out/indegree comparison
Degree distribution of the Manufacturing emails network
Degree distribution
Outdegree distribution of the Manufacturing emails network
Outdegree distribution
Indegree distribution of the Manufacturing emails network
Indegree distribution
Degree distribution of the Manufacturing emails network
Degree distribution
Outdegree distribution of the Manufacturing emails network
Outdegree distribution
Indegree distribution of the Manufacturing emails network
Indegree distribution
Clustering coefficient distribution of the Manufacturing emails network
Clustering coefficient distribution
Distance distribution of the Manufacturing emails network
Distance distribution
Distance distribution on a logistic scale of the Manufacturing emails network
Distance distribution on a logistic scale
Temporal distance distribution of the Manufacturing emails network
Temporal distance distribution
Top-k eigenvalues of A of the Manufacturing emails network
Top-k eigenvalues of A
Top-k eigenvalues of N of the Manufacturing emails network
Top-k eigenvalues of N
Top-k eigenvalues of L of the Manufacturing emails network
Top-k eigenvalues of L
Spectral distribution of the eigenvalues of A of the Manufacturing emails network
Spectral distribution of the eigenvalues of A
Spectral distribution of the eigenvalues of N of the Manufacturing emails network
Spectral distribution of the eigenvalues of N
Spectral distribution of the eigenvalues of L of the Manufacturing emails network
Spectral distribution of the eigenvalues of L
Cumulative spectral distribution of A of the Manufacturing emails network
Cumulative spectral distribution of A
Cumulative spectral distribution of N of the Manufacturing emails network
Cumulative spectral distribution of N
Cumulative spectral distribution of L of the Manufacturing emails network
Cumulative spectral distribution of L
Eigenvectors of A of the Manufacturing emails network
Eigenvectors of A
Eigenvectors of L of the Manufacturing emails network
Eigenvectors of L
Complex eigenvalues of the asymmetric adjacency matrix of the Manufacturing emails network
Complex eigenvalues of the asymmetric adjacency matrix

Layout

Layout of the Manufacturing emails network
Layout

Downloads

TSV file:downloadradoslaw_email.tar.bz2 (366.60 KiB)
Extraction code:downloadradoslaw.tar.bz2 (14.44 KiB)
RDF:download RDFradoslaw_email.n3.bz2 (839.81 KiB)

References

[1] Manufacturing emails network dataset -- KONECT, April 2017. [ http ]
[2] Radoslaw Michalski, Sebastian Palus, and Przemyslaw Kazienko. Matching organizational structure and social network extracted from email communication. In Lecture Notes in Business Information Processing, volume 87, pages 197--206. Springer Berlin Heidelberg, 2011.

BibTeX